{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "1ebc6588-f378-4b19-b07f-72e88f2e02ff",
   "metadata": {},
   "source": [
    "![Image Name](https://cdn.kesci.com/upload/image/rfk4i6xwku.png)\n",
    "\n",
    "本文为[🔗365天深度学习训练营](https://mp.weixin.qq.com/s/xLjALoOD8HPZcH563En8bQ) 内部限免文章\n",
    "参考本文所写记录性文章，请在文章开头注明以下内容，复制粘贴即可\n",
    "\n",
    "\n",
    ">- **🍨 本文为[🔗365天深度学习训练营](https://mp.weixin.qq.com/s/xLjALoOD8HPZcH563En8bQ) 中的学习记录博客**\n",
    ">- **🍦 参考文章：[Pytorch实战 | 第P2周：彩色图片识别：实现mnist手写数字识别](https://mp.weixin.qq.com/s/BKsTrlOtu32bQzgORaMLEw)**\n",
    ">- **🍖 原作者：[K同学啊|接辅导、项目定制](https://mtyjkh.blog.csdn.net/)**"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d4b7d4e0-a575-475a-beda-03d52c4511d0",
   "metadata": {},
   "source": [
    "**⏲往期文章：**\n",
    "\n",
    "- **[深度学习实战训练 | 第8周：猫狗识别](https://www.heywhale.com/mw/project/631aedb893f47b16cb062b2a)**\n",
    "- **[深度学习实战训练 | 第7周：咖啡豆识别](https://www.heywhale.com/mw/project/631160cd9b96502cad2a33ac)**\n",
    "- **[深度学习实战训练 | 第6周：好莱坞明星识别](https://www.heywhale.com/mw/project/6306da1a79946a4716f24896)**\n",
    "- **[深度学习实战训练 | 第5周：运动鞋品牌识别](https://www.heywhale.com/mw/project/62feef0af31025b77757087a)**\n",
    "\n",
    "☕ **Pytorch实战**\n",
    "- **[Pytorch实战 | 第P1周：实现mnist手写数字识别](https://www.heywhale.com/mw/project/63228805d32a568448788ab4)**"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d67a5699-2354-47d4-8fb6-0728ca67a689",
   "metadata": {},
   "source": [
    ">- 难度：新手入门⭐\n",
    ">- 语言：Python3、Pytorch\n",
    ">\n",
    ">🍺 要求：\n",
    ">1. 学习如何编写一个完整的深度学习程序\n",
    ">2. 手动推导卷积层与池化层的计算过程"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "74a30495",
   "metadata": {},
   "source": [
    "🏡 我的环境：\n",
    "\n",
    "+ 语言环境：Python3.8\n",
    "+ 编译器：jupyter notebook\n",
    "+ 深度学习环境：Pytorch"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "23ea5058",
   "metadata": {},
   "source": [
    "# 一、 前期准备\n",
    "\n",
    "## 1. 设置GPU\n",
    "\n",
    "如果设备上支持GPU就使用GPU,否则使用CPU"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "92238a52",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "device(type='cuda')"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import torch\n",
    "import torch.nn as nn\n",
    "import matplotlib.pyplot as plt\n",
    "import torchvision\n",
    "\n",
    "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n",
    "\n",
    "device"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9e2b0ce2",
   "metadata": {},
   "source": [
    "## 2. 导入数据\n",
    "\n",
    "使用dataset下载MNIST数据集，并划分好训练集与测试集\n",
    "\n",
    "使用dataloader加载数据，并设置好基本的batch_size"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0ed744c1-3010-4d51-8980-fafd710c4b09",
   "metadata": {},
   "source": [
    "⭐ **`torchvision.datasets.MNIST详解`** \n",
    "\n",
    "`torchvision.datasets`是Pytorch自带的一个数据库，我们可以通过代码在线下载数据，这里使用的是`torchvision.datasets`中的`MNIST`数据集。\n",
    "\n",
    "**函数原型：**\n",
    "```python\n",
    "torchvision.datasets.MNIST(root, train=True, transform=None, target_transform=None, download=False)\n",
    "```\n",
    "**参数说明：**\n",
    "- **root** (string) ：数据地址\n",
    "- **train** (string) ：`True` = 训练集，`False` = 测试集 \n",
    "- **download** (bool,optional) : 如果为`True`，从互联网上下载数据集，并把数据集放在root目录下。\n",
    "- **transform** (callable, optional )：这里的参数选择一个你想要的数据转化函数，直接完成数据转化\n",
    "- **target_transform** (callable,optional) ：接受目标并对其进行转换的函数/转换。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "14e56ce1",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Files already downloaded and verified\n",
      "Files already downloaded and verified\n"
     ]
    }
   ],
   "source": [
    "train_ds = torchvision.datasets.CIFAR10('data', \n",
    "                                      train=True, \n",
    "                                      transform=torchvision.transforms.ToTensor(), # 将数据类型转化为Tensor\n",
    "                                      download=True)\n",
    "\n",
    "test_ds  = torchvision.datasets.CIFAR10('data', \n",
    "                                      train=False, \n",
    "                                      transform=torchvision.transforms.ToTensor(), # 将数据类型转化为Tensor\n",
    "                                      download=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "48d40c87",
   "metadata": {},
   "outputs": [],
   "source": [
    "batch_size = 32\n",
    "\n",
    "train_dl = torch.utils.data.DataLoader(train_ds, \n",
    "                                       batch_size=batch_size, \n",
    "                                       shuffle=True)\n",
    "\n",
    "test_dl  = torch.utils.data.DataLoader(test_ds, \n",
    "                                       batch_size=batch_size)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "75655f1b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([32, 3, 32, 32])"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 取一个批次查看数据格式\n",
    "# 数据的shape为：[batch_size, channel, height, weight]\n",
    "# 其中batch_size为自己设定，channel，height和weight分别是图片的通道数，高度和宽度。\n",
    "imgs, labels = next(iter(train_dl))\n",
    "imgs.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "102647e8",
   "metadata": {
    "tags": []
   },
   "source": [
    "## 3. 数据可视化"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "07f802e5-8a53-4fa4-b1ca-21131231a27f",
   "metadata": {},
   "source": [
    "`squeeze()`函数的功能是从矩阵shape中，去掉维度为1的。例如一个矩阵是的shape是（5, 1），使用过这个函数后，结果为（5, ）。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "e235b34c",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 20 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "\n",
    " # 指定图片大小，图像大小为20宽、5高的绘图(单位为英寸inch)\n",
    "plt.figure(figsize=(20, 5)) \n",
    "for i, imgs in enumerate(imgs[:20]):\n",
    "    # 维度缩减\n",
    "    npimg = imgs.numpy().transpose((1, 2, 0))\n",
    "    # 将整个figure分成2行10列，绘制第i+1个子图。\n",
    "    plt.subplot(2, 10, i+1)\n",
    "    plt.imshow(npimg, cmap=plt.cm.binary)\n",
    "    plt.axis('off')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ebf2dcc1",
   "metadata": {
    "tags": []
   },
   "source": [
    "# 二、构建简单的CNN网络\n",
    "\n",
    " 对于一般的CNN网络来说，都是由特征提取网络和分类网络构成，其中特征提取网络用于提取图片的特征，分类网络用于将图片进行分类。\n",
    "\n",
    "**⭐1. `torch.nn.Conv2d()`详解**\n",
    "\n",
    "**函数原型**：\n",
    ">torch.nn.Conv2d(in_channels, out_channels, kernel_size, stride=1, padding=0, dilation=1, groups=1, bias=True, padding_mode='zeros', device=None, dtype=None)\n",
    "\n",
    "**关键参数说明**：\n",
    "- in_channels ( int ) – 输入图像中的通道数\n",
    "- out_channels ( int ) – 卷积产生的通道数\n",
    "- kernel_size ( int or tuple ) – 卷积核的大小\n",
    "- stride ( int or tuple , optional ) -- 卷积的步幅。默认值：1\n",
    "- padding ( int , tuple或str , optional ) – 添加到输入的所有四个边的填充。默认值：0\n",
    "- padding_mode (字符串,可选) – 'zeros', 'reflect', 'replicate'或'circular'. 默认：'zeros'"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9ea306b4-002b-4730-a22b-4d2a2ec96c1f",
   "metadata": {},
   "source": [
    "**⭐2. torch.nn.Linear()详解**\n",
    "\n",
    "**函数原型**：\n",
    ">torch.nn.Linear(in_features, out_features, bias=True, device=None, dtype=None)\n",
    "\n",
    "**关键参数说明**：\n",
    "\n",
    "- in_features：每个输入样本的大小\n",
    "- out_features：每个输出样本的大小\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "762aae7d-d532-4ebe-a428-02a403a72f76",
   "metadata": {},
   "source": [
    "**⭐3. torch.nn.MaxPool2d()详解**\n",
    "\n",
    "**函数原型**：\n",
    ">torch.nn.MaxPool2d(kernel_size, stride=None, padding=0, dilation=1, return_indices=False, ceil_mode=False)\n",
    "\n",
    "**关键参数说明**：\n",
    "\n",
    "- kernel_size：最大的窗口大小\n",
    "- stride：窗口的步幅，默认值为`kernel_size`\n",
    "- padding：填充值，默认为0\n",
    "- dilation：控制窗口中元素步幅的参数"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8a40d3a3-dcd9-4163-a75d-b16d4fd148d8",
   "metadata": {},
   "source": [
    "**⭐4. 关于卷积层、池化层的计算：**\n",
    "\n",
    "下面的网络数据shape变化过程为：\n",
    "\n",
    "`3, 32, 32`（输入数据） \n",
    "-> `64, 30, 30`（经过卷积层1）-> `64, 15, 15`（经过池化层1）\n",
    "-> `64, 13, 13`（经过卷积层2）-> `64, 6, 6`（经过池化层2）\n",
    "-> `128, 4, 4`（经过卷积层3） -> `128, 2, 2`（经过池化层3）\n",
    "-> `512` -> `256` -> `num_classes(10)`\n",
    "\n",
    "请根据我在训练营中发布的【卷积层的计算】与【池化层的计算】这两篇文章手动推导这个过程。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "eb2e11bc",
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch.nn.functional as F\n",
    "\n",
    "num_classes = 10  # 图片的类别数\n",
    "\n",
    "class Model(nn.Module):\n",
    "     def __init__(self):\n",
    "        super().__init__()\n",
    "         # 特征提取网络\n",
    "        self.conv1 = nn.Conv2d(3, 64, kernel_size=3)   # 第一层卷积,卷积核大小为3*3\n",
    "        self.pool1 = nn.MaxPool2d(kernel_size=2)       # 设置池化层，池化核大小为2*2\n",
    "        self.conv2 = nn.Conv2d(64, 64, kernel_size=3)  # 第二层卷积,卷积核大小为3*3   \n",
    "        self.pool2 = nn.MaxPool2d(kernel_size=2) \n",
    "        self.conv3 = nn.Conv2d(64, 128, kernel_size=3) # 第二层卷积,卷积核大小为3*3   \n",
    "        self.pool3 = nn.MaxPool2d(kernel_size=2) \n",
    "                                      \n",
    "        # 分类网络\n",
    "        self.fc1 = nn.Linear(512, 256)          \n",
    "        self.fc2 = nn.Linear(256, num_classes)\n",
    "     # 前向传播\n",
    "     def forward(self, x):\n",
    "        x = self.pool1(F.relu(self.conv1(x)))     \n",
    "        x = self.pool2(F.relu(self.conv2(x)))\n",
    "        x = self.pool3(F.relu(self.conv3(x)))\n",
    "        \n",
    "        x = torch.flatten(x, start_dim=1)\n",
    "\n",
    "        x = F.relu(self.fc1(x))\n",
    "        x = self.fc2(x)\n",
    "       \n",
    "        return x"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c369d8bc",
   "metadata": {},
   "source": [
    "加载并打印模型"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "ccde1c16",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "=================================================================\n",
       "Layer (type:depth-idx)                   Param #\n",
       "=================================================================\n",
       "Model                                    --\n",
       "├─Conv2d: 1-1                            1,792\n",
       "├─MaxPool2d: 1-2                         --\n",
       "├─Conv2d: 1-3                            36,928\n",
       "├─MaxPool2d: 1-4                         --\n",
       "├─Conv2d: 1-5                            73,856\n",
       "├─MaxPool2d: 1-6                         --\n",
       "├─Linear: 1-7                            131,328\n",
       "├─Linear: 1-8                            2,570\n",
       "=================================================================\n",
       "Total params: 246,474\n",
       "Trainable params: 246,474\n",
       "Non-trainable params: 0\n",
       "================================================================="
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from torchinfo import summary\n",
    "# 将模型转移到GPU中（我们模型运行均在GPU中进行）\n",
    "model = Model().to(device)\n",
    "\n",
    "summary(model)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fed53298",
   "metadata": {
    "tags": []
   },
   "source": [
    "# 三、 训练模型\n",
    "\n",
    "## 1. 设置超参数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "bdbe0414",
   "metadata": {},
   "outputs": [],
   "source": [
    "loss_fn    = nn.CrossEntropyLoss() # 创建损失函数\n",
    "learn_rate = 1e-2 # 学习率\n",
    "opt        = torch.optim.SGD(model.parameters(),lr=learn_rate)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "76dd0725",
   "metadata": {},
   "source": [
    "## 2. 编写训练函数\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c02c0252-ea36-4a1a-8bd8-ce5f13d81081",
   "metadata": {},
   "source": [
    "**1. optimizer.zero_grad()**\n",
    "\n",
    "函数会遍历模型的所有参数，通过内置方法截断反向传播的梯度流，再将每个参数的梯度值设为0，即上一次的梯度记录被清空。\n",
    "\n",
    "**2. loss.backward()**\n",
    "\n",
    "PyTorch的反向传播(即`tensor.backward()`)是通过autograd包来实现的，autograd包会根据tensor进行过的数学运算来自动计算其对应的梯度。\n",
    "\n",
    "具体来说，torch.tensor是autograd包的基础类，如果你设置tensor的requires_grads为True，就会开始跟踪这个tensor上面的所有运算，如果你做完运算后使用`tensor.backward()`，所有的梯度就会自动运算，tensor的梯度将会累加到它的.grad属性里面去。\n",
    "\n",
    "更具体地说，损失函数loss是由模型的所有权重w经过一系列运算得到的，若某个w的requires_grads为True，则w的所有上层参数（后面层的权重w）的.grad_fn属性中就保存了对应的运算，然后在使用`loss.backward()`后，会一层层的反向传播计算每个w的梯度值，并保存到该w的.grad属性中。\n",
    "\n",
    "如果没有进行`tensor.backward()`的话，梯度值将会是None，因此`loss.backward()`要写在`optimizer.step()`之前。\n",
    "\n",
    "**3. optimizer.step()**\n",
    "\n",
    "step()函数的作用是执行一次优化步骤，通过梯度下降法来更新参数的值。因为梯度下降是基于梯度的，所以在执行`optimizer.step()`函数前应先执行`loss.backward()`函数来计算梯度。\n",
    "\n",
    "注意：optimizer只负责通过梯度下降进行优化，而不负责产生梯度，梯度是`tensor.backward()`方法产生的。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "029e0d26",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 训练循环\n",
    "def train(dataloader, model, loss_fn, optimizer):\n",
    "    size = len(dataloader.dataset)  # 训练集的大小，一共60000张图片\n",
    "    num_batches = len(dataloader)   # 批次数目，1875（60000/32）\n",
    "\n",
    "    train_loss, train_acc = 0, 0  # 初始化训练损失和正确率\n",
    "    \n",
    "    for X, y in dataloader:  # 获取图片及其标签\n",
    "        X, y = X.to(device), y.to(device)\n",
    "        \n",
    "        # 计算预测误差\n",
    "        pred = model(X)          # 网络输出\n",
    "        loss = loss_fn(pred, y)  # 计算网络输出和真实值之间的差距，targets为真实值，计算二者差值即为损失\n",
    "        \n",
    "        # 反向传播\n",
    "        optimizer.zero_grad()  # grad属性归零\n",
    "        loss.backward()        # 反向传播\n",
    "        optimizer.step()       # 每一步自动更新\n",
    "        \n",
    "        # 记录acc与loss\n",
    "        train_acc  += (pred.argmax(1) == y).type(torch.float).sum().item()\n",
    "        train_loss += loss.item()\n",
    "            \n",
    "    train_acc  /= size\n",
    "    train_loss /= num_batches\n",
    "\n",
    "    return train_acc, train_loss"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a4c23614",
   "metadata": {
    "tags": []
   },
   "source": [
    "## 3. 编写测试函数\n",
    "\n",
    "测试函数和训练函数大致相同，但是由于不进行梯度下降对网络权重进行更新，所以不需要传入优化器"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "428d2bc5",
   "metadata": {},
   "outputs": [],
   "source": [
    "def test (dataloader, model, loss_fn):\n",
    "    size        = len(dataloader.dataset)  # 测试集的大小，一共10000张图片\n",
    "    num_batches = len(dataloader)          # 批次数目，313（10000/32=312.5，向上取整）\n",
    "    test_loss, test_acc = 0, 0\n",
    "    \n",
    "    # 当不进行训练时，停止梯度更新，节省计算内存消耗\n",
    "    with torch.no_grad():\n",
    "        for imgs, target in dataloader:\n",
    "            imgs, target = imgs.to(device), target.to(device)\n",
    "            \n",
    "            # 计算loss\n",
    "            target_pred = model(imgs)\n",
    "            loss        = loss_fn(target_pred, target)\n",
    "            \n",
    "            test_loss += loss.item()\n",
    "            test_acc  += (target_pred.argmax(1) == target).type(torch.float).sum().item()\n",
    "\n",
    "    test_acc  /= size\n",
    "    test_loss /= num_batches\n",
    "\n",
    "    return test_acc, test_loss"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "83ad510f",
   "metadata": {
    "tags": []
   },
   "source": [
    "## 4. 正式训练\n",
    "\n",
    "**1. model.train()**\n",
    "\n",
    "`model.train()`的作用是启用 Batch Normalization 和 Dropout。\n",
    "\n",
    "如果模型中有`BN`层(Batch Normalization）和`Dropout`，需要在训练时添加`model.train()`。`model.train()`是保证BN层能够用到每一批数据的均值和方差。对于`Dropout`，`model.train()`是随机取一部分网络连接来训练更新参数。\n",
    "\n",
    "**2. model.eval()**\n",
    "\n",
    "`model.eval()`的作用是不启用 Batch Normalization 和 Dropout。\n",
    "\n",
    "如果模型中有BN层(Batch Normalization）和Dropout，在测试时添加`model.eval()`。`model.eval()`是保证BN层能够用全部训练数据的均值和方差，即测试过程中要保证BN层的均值和方差不变。对于`Dropout`，`model.eval()`是利用到了所有网络连接，即不进行随机舍弃神经元。\n",
    "\n",
    "训练完train样本后，生成的模型model要用来测试样本。在`model(test)`之前，需要加上`model.eval()`，否则的话，有输入数据，即使不训练，它也会改变权值。这是model中含有BN层和Dropout所带来的的性质。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "db53b0cc",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: 1, Train_acc:13.5%, Train_loss:2.280, Test_acc:19.8%，Test_loss:2.150\n",
      "Epoch: 2, Train_acc:24.6%, Train_loss:2.022, Test_acc:29.0%，Test_loss:1.931\n",
      "Epoch: 3, Train_acc:33.2%, Train_loss:1.811, Test_acc:36.9%，Test_loss:1.712\n",
      "Epoch: 4, Train_acc:40.4%, Train_loss:1.637, Test_acc:40.8%，Test_loss:1.609\n",
      "Epoch: 5, Train_acc:44.0%, Train_loss:1.535, Test_acc:46.4%，Test_loss:1.470\n",
      "Epoch: 6, Train_acc:47.4%, Train_loss:1.449, Test_acc:47.4%，Test_loss:1.432\n",
      "Epoch: 7, Train_acc:50.9%, Train_loss:1.365, Test_acc:53.1%，Test_loss:1.313\n",
      "Epoch: 8, Train_acc:53.9%, Train_loss:1.289, Test_acc:55.2%，Test_loss:1.256\n",
      "Epoch: 9, Train_acc:56.1%, Train_loss:1.226, Test_acc:50.4%，Test_loss:1.458\n",
      "Epoch:10, Train_acc:58.4%, Train_loss:1.175, Test_acc:58.9%，Test_loss:1.156\n",
      "Done\n"
     ]
    }
   ],
   "source": [
    "epochs     = 10\n",
    "train_loss = []\n",
    "train_acc  = []\n",
    "test_loss  = []\n",
    "test_acc   = []\n",
    "\n",
    "for epoch in range(epochs):\n",
    "    model.train()\n",
    "    epoch_train_acc, epoch_train_loss = train(train_dl, model, loss_fn, opt)\n",
    "    \n",
    "    model.eval()\n",
    "    epoch_test_acc, epoch_test_loss = test(test_dl, model, loss_fn)\n",
    "    \n",
    "    train_acc.append(epoch_train_acc)\n",
    "    train_loss.append(epoch_train_loss)\n",
    "    test_acc.append(epoch_test_acc)\n",
    "    test_loss.append(epoch_test_loss)\n",
    "    \n",
    "    template = ('Epoch:{:2d}, Train_acc:{:.1f}%, Train_loss:{:.3f}, Test_acc:{:.1f}%，Test_loss:{:.3f}')\n",
    "    print(template.format(epoch+1, epoch_train_acc*100, epoch_train_loss, epoch_test_acc*100, epoch_test_loss))\n",
    "print('Done')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "323977a2",
   "metadata": {
    "tags": []
   },
   "source": [
    "# 四、 结果可视化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "9aac9674-c9c5-4eee-8a9b-54b7a63400ca",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x300 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "#隐藏警告\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")               #忽略警告信息\n",
    "plt.rcParams['font.sans-serif']    = ['SimHei'] # 用来正常显示中文标签\n",
    "plt.rcParams['axes.unicode_minus'] = False      # 用来正常显示负号\n",
    "plt.rcParams['figure.dpi']         = 100        #分辨率\n",
    "\n",
    "epochs_range = range(epochs)\n",
    "\n",
    "plt.figure(figsize=(12, 3))\n",
    "plt.subplot(1, 2, 1)\n",
    "\n",
    "plt.plot(epochs_range, train_acc, label='Training Accuracy')\n",
    "plt.plot(epochs_range, test_acc, label='Test Accuracy')\n",
    "plt.legend(loc='lower right')\n",
    "plt.title('Training and Validation Accuracy')\n",
    "\n",
    "plt.subplot(1, 2, 2)\n",
    "plt.plot(epochs_range, train_loss, label='Training Loss')\n",
    "plt.plot(epochs_range, test_loss, label='Test Loss')\n",
    "plt.legend(loc='upper right')\n",
    "plt.title('Training and Validation Loss')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a6b00414-08bf-4e8c-b44f-7b0c4c5e070f",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "106a67fc-f895-46fb-a8d9-ca051bf2d16b",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
